In: Statistics and Probability
The distribution of room and board expenses per year at a four-year college is normally distributed with a mean of $5850 and standard deviation of $1125. Random samples of size 20 are drawn from this population and the mean of each sample is determined. Which of the following mean expenses would be considered unusual?
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 $5,180  | 
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 $6,180  | 
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 $6,350  | 
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 $7,500  | 
Higher the deviation of the sample mean from the population mean, more likely that the sample mean is unusual. Here, 7500 has the highest deviation from mean.
Let M be the sample mean.
E(M) = 5850, s.d.(M) = 
 = 251.5576
Thus, M ~ N(5850, 251.5576) i.e. (M - 5850)/251.5576 ~ N(0,1)
P(X > 7500) = 1 - P(X 
 7500) = 1 - P[(X - 5850)/251.5576 
 (7500 - 5850)/251.5576] = 1 - P[(X - 5850)/251.5576 
 6.56] = 1 - 
(6.56) = 1 - 1 = 0 [
(.)
is the cdf of N(0,1)].
So, 7500 is most unusual.